IDEAS home Printed from https://ideas.repec.org/a/bla/scjsta/v51y2024i4p1433-1449.html
   My bibliography  Save this article

Some approximations to the path formula for some nonlinear models

Author

Listed:
  • Christiana Kartsonaki

Abstract

In linear least squares regression there exists a simple decomposition of the effect of an exposure on an outcome into two parts in the presence of an intermediate variable. This decomposition is described and then analogous decompositions for other models are examined, namely for logistic regression and proportional hazards models.

Suggested Citation

  • Christiana Kartsonaki, 2024. "Some approximations to the path formula for some nonlinear models," Scandinavian Journal of Statistics, Danish Society for Theoretical Statistics;Finnish Statistical Society;Norwegian Statistical Association;Swedish Statistical Association, vol. 51(4), pages 1433-1449, December.
    • Handle: RePEc:bla:scjsta:v:51:y:2024:i:4:p:1433-1449
    DOI: 10.1111/sjos.12753
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/sjos.12753
    Download Restriction: no
    File URL: https://libkey.io/10.1111/sjos.12753?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Richard Breen & Kristian Bernt Karlson & Anders Holm, 2013. "Total, Direct, and Indirect Effects in Logit and Probit Models," Sociological Methods & Research, , vol. 42(2), pages 164-191, May.
    2. R. M. Daniel & B. L. De Stavola & S. N. Cousens & S. Vansteelandt, 2015. "Causal mediation analysis with multiple mediators," Biometrics, The International Biometric Society, vol. 71(1), pages 1-14, March.
    3. Marco Doretti & Martina Raggi & Elena Stanghellini, 2022. "Exact parametric causal mediation analysis for a binary outcome with a binary mediator," Statistical Methods & Applications, Springer;Società Italiana di Statistica, vol. 31(1), pages 87-108, March.
    4. Goldberger, Arthur S, 1972. "Structural Equation Methods in the Social Sciences," Econometrica, Econometric Society, vol. 40(6), pages 979-1001, November.
    5. Jouni Kuha & John H. Goldthorpe, 2010. "Path analysis for discrete variables: the role of education in social mobility," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 173(2), pages 351-369, April.
    6. Odd O. Aalen & Kjetil Røysland & Jon Michael Gran & Bruno Ledergerber, 2012. "Causality, mediation and time: a dynamic viewpoint," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 175(4), pages 831-861, October.
    7. George Ploubidis & Wanjiku Mathenge & Bianca Stavola & Emily Grundy & Allen Foster & Hannah Kuper, 2013. "Socioeconomic position and later life prevalence of hypertension, diabetes and visual impairment in Nakuru, Kenya," International Journal of Public Health, Springer;Swiss School of Public Health (SSPH+), vol. 58(1), pages 133-141, February.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Kuha, Jouni & Bukodi, Erzsebet & Goldthorpe, John H, 2019. "Mediation analysis for associations of categorical variables: The role of education in social class mobility in Britain," SocArXiv rm9qy, Center for Open Science.
    2. Kuha, Jouni & Bukodi, Erzsébet & Goldthorpe, John H., 2021. "Mediation analysis for associations of categorical variables: the role of education in social class mobility in Britain," LSE Research Online Documents on Economics 110157, London School of Economics and Political Science, LSE Library.
    3. Evans-Polce, Rebecca J. & Staff, Jeremy & Maggs, Jennifer L., 2016. "Alcohol abstention in early adulthood and premature mortality: Do early life factors, social support, and health explain this association?," Social Science & Medicine, Elsevier, vol. 163(C), pages 71-79.
    4. Michelle Kelly-Irving & Silke Tophoven & David Blane, 2015. "Life course research: new opportunities for establishing social and biological plausibility," International Journal of Public Health, Springer;Swiss School of Public Health (SSPH+), vol. 60(6), pages 629-630, September.
    5. French, Eric Baird & O’Dea, Cormac & MacCuish, Jamie, 2021. "The Intergenerational Elasticity of Earnings: Exploring the Mechanisms," CEPR Discussion Papers 15975, C.E.P.R. Discussion Papers.
    6. Mao, Lu, 2022. "Identification of the outcome distribution and sensitivity analysis under weak confounder–instrument interaction," Statistics & Probability Letters, Elsevier, vol. 189(C).
    7. Francesco Agostinelli & Matthew Wiswall, 2016. "Identification of Dynamic Latent Factor Models: The Implications of Re-Normalization in a Model of Child Development," NBER Working Papers 22441, National Bureau of Economic Research, Inc.
    8. Rahma S Mkuu & Tamika D Gilreath & Caroline Wekullo & Gabriela A Reyes & Idethia S Harvey, 2019. "Social determinants of hypertension and type-2 diabetes in Kenya: A latent class analysis of a nationally representative sample," PLOS ONE, Public Library of Science, vol. 14(8), pages 1-10, August.
    9. Magnusson, Leandro M. & Tarverdi, Yashar, 2020. "Measuring governance: Why do errors matter?," World Development, Elsevier, vol. 136(C).
    10. George Halkos & Kyriaki Tsilika, 2015. "Programming Identification Criteria in Simultaneous Equation Models," Computational Economics, Springer;Society for Computational Economics, vol. 46(1), pages 157-170, June.
    11. Jacob M. Meyer, 2020. "Checks and Imbalances: Exploring the Links between Political Constraints and Banking Crises using Econometric Mediation," Journal of Economics and Econometrics, Economics and Econometrics Society, vol. 63(1), pages 71-96.
    12. Samson, Frank L., 2015. "Racial resentment and smoking," Social Science & Medicine, Elsevier, vol. 126(C), pages 164-168.
    13. Zhuanglin Ma & Mingjie Luo & Steven I-Jy Chien & Dawei Hu & Xue Zhao, 2020. "Analyzing drivers’ perceived service quality of variable message signs (VMS)," PLOS ONE, Public Library of Science, vol. 15(10), pages 1-19, October.
    14. Mendolia, Silvia & Siminski, Peter, 2017. "Is education the mechanism through which family background affects economic outcomes? A generalised approach to mediation analysis," Economics of Education Review, Elsevier, vol. 59(C), pages 1-12.
    15. Christopher L. Gilbert & Duo Qin, 2005. "The First Fifty Years of Modern Econometrics," Working Papers 544, Queen Mary University of London, School of Economics and Finance.
    16. Hongjun Cui & Mingzhi Li & Minqing Zhu & Xinwei Ma, 2023. "Investigating the Impacts of Urban–Rural Bus Service Quality on Rural Residents’ Travel Choices Using an SEM–MNL Integration Model," Sustainability, MDPI, vol. 15(15), pages 1-22, August.
    17. Ben-Moshe, Dan, 2018. "Identification Of Joint Distributions In Dependent Factor Models," Econometric Theory, Cambridge University Press, vol. 34(1), pages 134-165, February.
    18. Vittadini, Giorgio & Sturaro, Caterina & Folloni, Giuseppe, 2022. "Non-Cognitive Skills and Cognitive Skills to measure school efficiency," Socio-Economic Planning Sciences, Elsevier, vol. 81(C).
    19. Bernhard Schmidpeter, 2024. "Does Stress Shorten Your Life? Evidence from Parental Bereavement," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 86(3), pages 485-518, June.
    20. Andrew K. Rose & Mark M. Spiegel, 2010. "Cross‐Country Causes And Consequences Of The 2008 Crisis: International Linkages And American Exposure," Pacific Economic Review, Wiley Blackwell, vol. 15(3), pages 340-363, August.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:bla:scjsta:v:51:y:2024:i:4:p:1433-1449. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Wiley Content Delivery (email available below). General contact details of provider: http://www.blackwellpublishing.com/journal.asp?ref=0303-6898 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.